Обложка книги Mining Very Large Databases With Parallel Processing (Kluwer International Series on Advances in Database Systems, 8)

Mining Very Large Databases With Parallel Processing (Kluwer International Series on Advances in Database Systems, 8)

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ISBN: 0792380487;
Издательство: Kluwer Academic Publishers

Mining Very Large Databases with Parallel Processing addresses the problem of large-scale data mining. It is an interdisciplinary text, describing advances in the integration of three computer science areas, namely `intelligent' (machine learning-based) data mining techniques, relational databases and parallel processing. The basic idea is to use concepts and techniques of the latter two areas -- particularly parallel processing -- to speed up and scale up data mining algorithms. The book is divided into three parts. The first part presents a comprehensive review of intelligent data mining techniques such as rule induction, instance-based learning, neural networks and genetic algorithms. Likewise, the second part presents a comprehensive review of parallel processing and parallel databases. Each of these parts includes an overview of commercially-available, state-of-the-art tools. The third part deals with the application of parallel processing to data mining. The emphasis is on...